PrivSec Lab wrote
Jun 15, 2026 in ai-coding - Windsurf vs Cursor in 2026, compared honestly: both are AI-first, VS Code-based editors with agentic coding. Cursor leads on maturity and its Composer agent; Windsurf's Cascade flow is smooth and often cheaper. Features, pricing, privacy, and which to pick.
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Jun 15, 2026 in ai-coding - Prompt injection is the top security risk for LLM applications: an attacker hides instructions in text the model reads, and the model follows them. What it is, direct vs indirect injection, why it's so hard to fix, and how to defend.
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Jun 15, 2026 in ai-coding - Claude vs ChatGPT for coding in 2026, compared honestly: Claude (Anthropic) is widely favored for code generation and agentic editing; ChatGPT (OpenAI) is the strongest all-rounder with powerful reasoning models. Strengths, context, pricing, privacy, and which to pick.
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Jun 14, 2026 in ai-coding - RAG (Retrieval-Augmented Generation) lets an LLM answer from your own documents by retrieving relevant text and feeding it into the prompt - instead of relying only on what it memorized. How it works, why it cuts hallucination, and its honest limits.
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Jun 14, 2026 in ai-coding - Prompt engineering is the practice of writing inputs that get accurate, useful output from an LLM - clear instructions, context, examples and format. What it is, the techniques that work, how it applies to coding, and its honest limits.
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Jun 14, 2026 in ai-coding - Ollama is an open-source tool to download and run large language models locally with one command - Llama, Qwen, Mistral and more, on your own machine. What it is, how to install and use it, the REST API, and the honest limits versus cloud models.
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Jun 14, 2026 in ai-coding - An LLM (large language model) is a neural network trained on huge amounts of text to predict the next token - the technology behind ChatGPT, Claude and Llama. What an LLM is, how it works, what it can and can't do, explained plainly.
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Jun 14, 2026 in ai-coding - An embedding turns text, images or other data into a vector of numbers that captures its meaning, so similar things sit close together. What an embedding is, how it works, what it's used for, and why it powers search and RAG.
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Jun 14, 2026 in ai-coding - A neural network is a computing system of interconnected nodes that learns patterns from data by adjusting weights. What a neural network is, how layers and training work, the main types, and how it powers today's AI - explained plainly.
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Jun 14, 2026 in ai-coding - Cursor vs GitHub Copilot in 2026, compared honestly: Cursor is an AI-first IDE (agent, Composer, multi-file edits); Copilot is an assistant that lives in your existing editor. Strengths, pricing, the privacy trade-off, and which to choose.
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